Update README.md

README.md

@@ -86,22 +86,9 @@ Not all prompts are equal. A factual recall question ("What is the capital of Fr
 
 **Brick** solves this by routing each query to the right model tier in real time. Complexity classification is one of several routing signals (alongside keyword matching, domain detection, and reasoning-depth estimation) that Brick uses to make sub-50ms routing decisions.
 
-```
-User Query ──▶ ┌──────────────────────┐
-               │  Brick Router        │
-               │                      │
-               │  ┌────────────────┐  │     ┌─────────────────┐
-               │  │ Complexity     │──┼────▶│ easy  → Qwen 7B │
-               │  │ Extractor      │  │     │ medium→ Llama 70B│
-               │  │ (this model)   │  │     │ hard  → Claude   │
-               │  └────────────────┘  │     └─────────────────┘
-               │  ┌────────────────┐  │
-               │  │ Domain Det.    │  │
-               │  │ Keyword Match  │  │
-               │  │ Reasoning Est. │  │
-               │  └────────────────┘  │
-               └──────────────────────┘
-```
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/66e9a629df006ca4588b82bd/ZoRBcn8rD8sTEHdkiczOO.png" alt="brick_router" width="800">
+
 
 ## Model Details
 
@@ -257,8 +244,8 @@ model_pools:
 
 ### ⚠️ Out-of-Scope Uses
 - **Content moderation or safety filtering** — this model classifies cognitive difficulty, not content safety
-- **Non-English queries** — trained on English data only; accuracy degrades significantly on other languages
-- **Direct use as a chatbot or generative model** — this is a classification adapter, not a generative model
+- **Non-English queries** trained on English data only; accuracy degrades significantly on other languages
+- **Direct use as a chatbot or generative model** this is a classification adapter, not a generative model
 
 ## Limitations
 
@@ -315,7 +302,7 @@ Regolo.ai is committed to sustainable AI. This model was trained on GPU infrastr
 
 ## About Regolo.ai
 
-[Regolo.ai](https://regolo.ai) is the EU-sovereign LLM inference platform built on [Seeweb](https://www.seeweb.it/) infrastructure. We provide zero-data-retention, GDPR-native AI inference for enterprises that need privacy, compliance, and performance — all from European data centers powered by renewable energy.
+[Regolo.ai](https://regolo.ai) is the EU-sovereign LLM inference platform built on [Seeweb](https://www.seeweb.it/) infrastructure. We provide zero-data-retention, GDPR-native AI inference for enterprises that need privacy, compliance, and performance all from European data centers powered by renewable energy.
 
 **Brick** is our open-source semantic routing system that intelligently distributes queries across model pools, optimizing for cost, latency, and quality.